13 rows match MATH-500 / AIME 2026 items when LaTeX formatting is ignored

#2
by CyberNativeAI - opened

Hi, thanks for recording the decontamination run in such detail. It made this easy to check.

In revision a404865, 13 rows of data/train-00000-of-00001.parquet contain a MATH-500 problem (8 problems) or an AIME 2026 problem (1 problem) in question. The card reports 0 canonical overlap with cs-giung/math-evals@07268cc. We compared these rows with that revision's own math500 and aime26 splits, whose copies are identical to HuggingFaceH4/MATH-500 and MathArena/aime_2026:

  • 10 rows have exactly the same letter/digit word sequence as the eval copy. Only LaTeX delimiters, spacing or markup differ (for example $$...$$ vs \[...\], or [[word]]).
  • 3 rows contain the complete problem plus an added answer-format sentence; in one of them, one word is also spelled differently.

A comparison on lowercase letter/digit tokens that also checks containment, not only whole-row equality, finds all 13. The rows come through DAPO-Math-17k (6), Open-Reasoner-Zero 72k (3), Open-Reasoner-Zero 57k (2) and DeepScaleR (2), according to source.

13 rows: row offset in the train parquet, benchmark, item ID, match
  4766  HuggingFaceH4/MATH-500  test/precalculus/285.json               same words; delimiters/markup differ  *
  6304  MathArena/aime_2026     problem_idx 1                           same words; delimiters/markup differ
 62752  HuggingFaceH4/MATH-500  test/intermediate_algebra/90.json       same words; delimiters/markup differ
 66590  HuggingFaceH4/MATH-500  test/geometry/229.json                  same words; delimiters/markup differ
 67039  HuggingFaceH4/MATH-500  test/intermediate_algebra/1365.json     same words; delimiters/markup differ
 73866  HuggingFaceH4/MATH-500  test/intermediate_algebra/582.json      same words; delimiters/markup differ
 73929  HuggingFaceH4/MATH-500  test/intermediate_algebra/90.json       same words; delimiters/markup differ
 81979  HuggingFaceH4/MATH-500  test/algebra/1282.json                  same words; delimiters/markup differ
 83024  HuggingFaceH4/MATH-500  test/geometry/561.json                  one word spelled differently + added answer-format sentence
 83057  HuggingFaceH4/MATH-500  test/algebra/1282.json                  complete problem + added answer-format sentence
 83073  HuggingFaceH4/MATH-500  test/counting_and_probability/430.json  complete problem + added answer-format sentence
105168  HuggingFaceH4/MATH-500  test/intermediate_algebra/1365.json     same words; delimiters/markup differ
105191  HuggingFaceH4/MATH-500  test/intermediate_algebra/582.json      same words; delimiters/markup differ

* = this MATH-500 problem also has a near-identical copy in the MATH train split.

Our benchmark set was MATH-500, AIME 2024-2026, GSM8K test and HumanEval. At this threshold, only MATH-500 and AIME 2026 matched. We did not check the other math-evals splits (AMC, OlympiadBench and others).

How we checked: 13-word n-gram overlap (at least 90% of the benchmark item's 13-grams in one row), then a text comparison of each listed row against the pinned file. This finds verbatim and near-verbatim copies only; paraphrases are missed. We have not trained or evaluated any model on this data and make no claim about any score.

CyberNative AI LLC (research). Corrections or questions: hello@cybernative.ai

Thanks for pointing these out. I’ve applied further decontamination, removing 12 of the 13 reported rows along with additional benchmark overlaps. Row 4766 was retained because it changes (+z^2) to (-z^2), rather than only formatting. The update is available in revision 2eabca2.

Thanks for checking, and you're right about row 4766: it has -z^2 where MATH-500 test/precalculus/285 has +z^2, so it is a different problem, not a formatting copy. Our word-level comparison dropped operators and we mislabeled it. We've updated our labeling to check operator differences before calling a match a formatting difference. Thanks for the quick follow-up.

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